{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.processor.ljspeech import LJSpeechProcessor\n",
    "from tensorflow_tts.processor.ljspeech import symbols, _symbol_to_id\n",
    "\n",
    "from tensorflow_tts.configs import FastSpeechConfig\n",
    "from tensorflow_tts.models import TFFastSpeech"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../examples/fastspeech/conf/fastspeech.v3.yaml') as f:\n",
    "    config = yaml.load(f, Loader=yaml.Loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = FastSpeechConfig(**config[\"fastspeech_params\"])\n",
    "processor = LJSpeechProcessor(None, \"english_cleaners\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech = TFFastSpeech(config=config, name=\"fastspeech\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    attention_mask=tf.math.not_equal(tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech.load_weights(\"../examples/fastspeech/checkpoints/model-150000.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Skipping full serialization of Keras model <tensorflow_tts.models.fastspeech.TFFastSpeech object at 0x7f61b1c8d510>, because its inputs are not defined.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow_core/python/ops/resource_variable_ops.py:1786: calling BaseResourceVariable.__init__ (from tensorflow.python.ops.resource_variable_ops) with constraint is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "If using Keras pass *_constraint arguments to layers.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(fastspeech, \"./test_saved\", signatures=fastspeech.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "fastspeech = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"There’s a way to measure the acute emotional intelligence that has never gone out of style.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    attention_mask=tf.math.not_equal(tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    attention_mask=tf.math.not_equal(tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.0], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let check speed control"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "mel_before, mel_after, duration_outputs = fastspeech.inference(\n",
    "    input_ids=tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "    attention_mask=tf.math.not_equal(tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0), 0),\n",
    "    speaker_ids=tf.convert_to_tensor([0], dtype=tf.int32),\n",
    "    speed_ratios=tf.convert_to_tensor([1.5], dtype=tf.float32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_after = tf.reshape(mel_after, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_after), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
